{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import shap\n",
    "import matplotlib.pyplot as plt\n",
    "from interaction_effects import run_image, utils, marginal\n",
    "from regularized_explanations import eager_ops, plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from absl import app\n",
    "from absl import flags\n",
    "\n",
    "FLAGS = flags.FLAGS\n",
    "\n",
    "flags.DEFINE_string('f', '', 'Default')\n",
    "try:\n",
    "    app.run(lambda x: None)\n",
    "except:\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.enable_eager_execution()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "utils.set_up_environment()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "FLAGS.dataset = 'color_mnist'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train, y_train, x_test, y_test = run_image.get_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/psturm/anaconda3/lib/python3.6/site-packages/tensorflow_core/python/ops/math_grad.py:1424: where (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.where in 2.0, which has the same broadcast rule as np.where\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "W1105 10:01:47.597312 140258085336896 deprecation.py:323] From /home/psturm/anaconda3/lib/python3.6/site-packages/tensorflow_core/python/ops/math_grad.py:1424: where (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.where in 2.0, which has the same broadcast rule as np.where\n"
     ]
    }
   ],
   "source": [
    "model = tf.keras.models.load_model('../models/{}_model.h5'.format(FLAGS.dataset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "eg_test_batch = eager_ops.expected_gradients_multi_output(tf.constant(x_test[:5]), x_train, model, 10, k=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x654.545 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.image_plot(utils.batch_standardize(eg_test_batch.numpy()), x_test[:5] * 0.5 + 0.5, as_array=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "  0%|          | 0/5 [00:00<?, ?it/s]\u001b[A\n",
      " 20%|██        | 1/5 [00:55<03:41, 55.46s/it]\u001b[A\n",
      " 40%|████      | 2/5 [01:50<02:46, 55.43s/it]\u001b[A\n",
      " 60%|██████    | 3/5 [02:45<01:50, 55.33s/it]\u001b[A\n",
      " 80%|████████  | 4/5 [03:41<00:55, 55.31s/it]\u001b[A\n",
      "100%|██████████| 5/5 [04:36<00:00, 55.28s/it]\u001b[A"
     ]
    }
   ],
   "source": [
    "primal_explainer = marginal.MarginalExplainer(model, x_train, \n",
    "                                         nsamples=200, representation='mobius')\n",
    "primal_effects = primal_explainer.explain(x_test[:5], verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "class_selected_shap_values = eg_test_batch.numpy()[np.arange(5), np.argmax(model(x_test[:5]), axis=-1), :, :, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.image_plot(class_selected_shap_values, x_test[:5] * 0.5 + 0.5, as_array=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.image_plot(primal_effects, x_test[:5] * 0.5 + 0.5, as_array=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "interaction_effects = class_selected_shap_values - primal_effects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.image_plot(class_selected_shap_values-primal_effects, x_test[:5] * 0.5 + 0.5, as_array=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Same as above, except now using black as a reference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "eg_test_batch = eager_ops.expected_gradients_multi_output(tf.constant(x_test[:5]), np.zeros((100, 28, 28, 3)), model, 10, k=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x654.545 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.image_plot(utils.batch_standardize(eg_test_batch.numpy()), x_test[:5] * 0.5 + 0.5, as_array=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "  0%|          | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\n",
      "\n",
      " 20%|██        | 1/5 [00:13<00:52, 13.06s/it]\u001b[A\u001b[A\n",
      "\n",
      " 40%|████      | 2/5 [00:26<00:39, 13.04s/it]\u001b[A\u001b[A\n",
      "\n",
      " 60%|██████    | 3/5 [00:38<00:26, 13.01s/it]\u001b[A\u001b[A\n",
      "\n",
      " 80%|████████  | 4/5 [00:51<00:12, 13.00s/it]\u001b[A\u001b[A\n",
      "\n",
      "100%|██████████| 5/5 [01:04<00:00, 13.00s/it]\u001b[A\u001b[A"
     ]
    }
   ],
   "source": [
    "primal_explainer = marginal.MarginalExplainer(model, np.zeros((1, 28, 28, 3)).astype(np.float32), \n",
    "                                         nsamples=200, representation='mobius')\n",
    "primal_effects = primal_explainer.explain(x_test[:5], verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "class_selected_shap_values = eg_test_batch.numpy()[np.arange(5), np.argmax(model(x_test[:5]), axis=-1), :, :, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.image_plot(class_selected_shap_values, x_test[:5] * 0.5 + 0.5, as_array=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.image_plot(primal_effects, x_test[:5] * 0.5 + 0.5, as_array=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "interaction_effects = class_selected_shap_values - primal_effects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hAwBelUCA/RpZfr80ZkVDbEok3LDo/v5+ArMHkgUAAGgCHDIAAGgCJIvXieH5J+22u91xuafH7eSEnO98lsA8Y6au06ou7MUXqRA6QSE96XaPbl5bq9qyZ/ZzaFuo/ToR2vZCVcVQcVz9tk++UbV9ufOhfcVxVcP7l6m2W3YcejuvOWtnVZsdCz+izj+e3POj4njsoa+JELWFBT/7nMGDPz2t2oKLNrkp39mU1MVTYzllLNLIfZFKTo82EkNibU4uw+eZ5bUerUU/sEMGAABNgEMGAABNgGTxOonF5by27pWPIyJ6fqucT46/4mHgMmbmJqfdMuxNadhpJwbFK7xalD4/3itkAXtykF/TMydeELLADaMJDpd48oH/72nV9uvjBRbZ1pn7RMabFVq2mSeR4CHVNvWmNV9S5z956mleT/zmPxTF7EcTg+niOFheJwvrnznIop6/cYX4ZRlmgDePtvIZXgqZhAj5MPyuJISwNwDAnCQe9+w0sq98HBHRM88+I+bHjrlVPeNLvEeDmYBkAQAAmgCHDAAAmgDJ4hxQw9nueHvp4154Ss57TrzycWD+MFO1N1UzJpLNO32RypJdMrxV4gx/aKw49tcvr1RtT9XvYn237Iq3C3136tGvcurybemKe8TiKqNu291VC0WY2983WEPqPHD4AR7nBo4kVFtq7wP8l5PIurdVqDY17M+eOCP0dMfOsqY9Uxq5V6N3cm71N1+49LPXBThkAADFYjGqqeFSFlQZrCx5bFdXl5i/2F/yb2zgNQLJAgAANAE75HOgY407LisvfdyZ03LueAOewLzDTgyJ121PWJYMe4vWsExhJ4dzpWzegu3UvYsz2XJNq8ZUk1oE/szu7/cWx7HGRvqNdOPtxblTZsrPdIhlkV1LI3uF7fSk+GYXatt4baH26xpVm1XTVsb3UF4rpJbcwGFeq1XZUqbanGzKDWcz/WIj6eSm+Z68kpBjZVj2eYWQQ+2AQwYA0N1330W197lta0zTI7fm3BDew4cPC5MT8YTIgXMGkgUAAGgCHDIAAGgCJItZ0NAs56s2XJp1gLmPqhkTyepvvmB5yd+jqhkTyTAwwx8W52XdbGwKKqFzRET9C1fx5yw5dYh12Y7hPjIcx9Up4tFTYgF2gc/rzKSnVFN+fEpcv2m4j7Xa/p3fPqnaIqtua+B7yKaELu6LVHHYn7cLii8c9ys2eV60umSKuaeDiEgH1xE4ZADmKRuv2Mjj9773vRR6/iuuUXvXdXkCyQIAADQBO+RZ4JUsvC3FVNQi9Llc6eMAIJKhWAUiWalMed128pmSe9bsmf2TpWxqRh8RUSE1xtd4y2jtguLY/81tRH7Lfd1fVH9cfNB0hmWB470hUTUtVLNGFMifXHUbHxsu5MW6p488MVgce0PU1IpuZ99HtuT9O0pz2LlQ0W0msEMGAABNwA4ZgHnKgmbeIJM/4Cfyld6fpZJuzkoyOSWNQQLnCeyQAQBAE7BDfp2MDMn5Q99zxxnUXAEevE1OPTYZEqdoqjPpq2Z5bUCdZyO7UqWOdXLTrCnvXVbWVxxf945riYJ+V8OurxDf3sfWLXO3xR+8X+i5jp0rqRNb8SaxNn9tO6dLe6u2GVaAn42dHPHYSuvpMz0b9XkjdRoAMCfp7e0V8w/982d5POxJnS6vuf6irGk+AMkCAAA0ATvkWfDi9pnnAMyWwvSMYVnnFLKlvuoTEVm1S/nPbF45wYw3cdDm800reNwWbqDb//JXODtveK8s6OZ78hkukOyv7xCf6W3OqlLITIl7yvXsZunDjDcIOWMmecHJZ0o+GzufYXlDLUj/i3mp07QEO2QAANAE7JABmKfc/4MfiPF058Mlj41ufNfFWNK8BztkAADQBMNBGwsAANAC7JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEAT4JABAEATtO06vWXLFjT704StW7cal3oNlwtlV793cymbLxAx1Xkhm7LZFor5hS09mSt1nmPnnFLn2ZP90zwx/XJDZucKxaERiJT0DYbpF98H9XpERE42lefrh+Ny3dMTvO6zrj9LnEzSVudGMGqWtFmBkt/dqZ3ffuFcrn8hwQ4ZAAA0AQ4ZAAA0QVvJAoB5gSITOHaupITg5KbFq7g92Z/hSbRayhLJEZYFzGh1XrXlJ/qypZZiWEF+vffls7OWDPPjvRl1blU0B3ktiaGS1yskRzKlbFZlS1idqzLITDLETLa5AHbIAACgCXDIAACgCZAsANCEs6IXVJs/LCIpTEWmMGMN4vVexapeVKbO8xN9o2yLNwVUW/rYM4niOLL2zhrVlhs8MqVcL6jaVImCSEoYwdYr46ot071zojj21y+LqLbs6Zf4Gr5gufBNqhThlV2sqtZQcazKNWetVZGAdAU7ZAAA0ATskAGYp9x22208DgQC1GBv5Hl6wXXi2LffeAWPB6bE3xfp2aceF/NT+3fw+IlDI+dlrfMF7JABAEATsEOeDVa7nBuKnGfEpM1sLP05+ZNyXhhzx/apc1oamNs4SniZN+NN1UotT1Zbpmc3663BhVeoJkq++AP+YpVteo/4jdsT/fyZdxzZxbpsIBCgYLbAevPK4z8T56165Ml1PCk4Yi0dhbEedd452pcqjp8wokK39dcsZr3Xm2FoVbWw3utvXCG0Z3viDH+mFW+iUnj1bUN5bg40ZAAAALMFO2QA5gkf+MAHqD10N8/fX+15m5t0y1zQsX5hcnYcVWfCtmH9ejFfEFjL48oXOoVtZHqCQGngkEsRuNIdm6VfkV4T1iI5d2rdcWHYY5smcPlheAvqBKM89EWqZDhZvMkt0uMpEmRVt/Kx3gI+VlUrz+3EIIeglZtZuvvffr6B1+IEm8VaRhKLeRyL9Amb6XP/kjc21SJsh/s2qdNYPOR678TTD6u25IEdfE/RTe+pVm25gSP8pfdFKsU9qfJGzhP25q9t5/C5/Ngp8cPx17SxbS5UK4NkAQAAmgCHDAAAmgDJAoDLmI9+9KM83rx5MzU9uts19pWOEc5kZN2fySQHdVBZTh4bDslEwWDIVV7edvPbhO0LB3YQKA0cchFVMyaavW5cSHjmQ+7YiEib2SDnRlSxSVmO8kdmd30wp1ELqjuBhNBGc8Mn0sVx0KMT25OD7BZDbddEVZsvUslfyvf/4Gf8pVuy9wRRV98qPjAUmFLPI4fc1G3DECFiY9WhruLYShtJ1RbOm4vVOfWPrygO37Rn/HnV9JXVd/A9+WvaRMyomjptVTSLH09+vJfD3nyhmCzIr1SCMz2V77yhhLoDyQIAADQBO2QALiPqG+opaHfwfPHixSWPTad5s0onjh+nCsd1ByO2lCwO5sd53GqKekW0vlleI6AkTkUiYvMOXoX57ZB9Fe54pgw7ryyRVVtxeepvO2o9cM8LSPB6z/WVZCTDT+Dyx1vRTe0H5yurEWKsLxxLuceVi8pshj/EXy57atgNF0uH6J6jfeU8Hzrk9vAziGgqXc82y/WcYcdH/xTuva84/1KZIeSMfHyRGz42fPSAahv1tb1f3GQywz+mZQezG1STfeDRnxTHuWCZkB5yA4f4X4F0JD6q2kRFt8SQULGtima2ZfsPCjkl0LCCf1hzQbuAZAEAAJoAhwwAAJowvyULAC4zYrEYxWJK8IIikGQyGTJzrqR2un+Ax7Zt0/CIGwaX8kntN6Coa+977/uk7cETnlW4isLo2CiB2TO/HbIRKm1TdePsc9LmpGlWeKvE+cpf+TgiInugtA1ctoiwt0xSaKP5kW7WVP11y0SzUhVT0Z7z/nKqziheuDDNYW9mLk+Oj/h6vxs69PXieHh4mO4NLFtWnLcNT0+q1/jymR/3Fsd/OxR4j1jANN1GJXi2OrtXnV81WMVrfdGTRn4txdnW2XZNlWqzE4P8ozP8QXGeGtpmRmvm9B9jIFkAAIAmwCEDAIAmzG/JwlZKDKYf9xiVN0THE9o2W87K9sO/f/MenyW+BGrYm9dmxhs41M1fvahCtSWe+jJ/ecMrbuGsuq6jh+kfjjw1WJzfu/6KzxfHqVSSlvR387Gdbde4AcUtRPfuemB/qWVP1i7kdVbnfKK6G2WzreKeCg4L0C0Zs9LzUVx/01v5LkQmzzM9u8ZUm1XZwnKGWmSfiCjQtIa1QDvZlVJtZrxxBl1SP+AhAABAE+CQAQBAE+a3ZAHAZc6ZM2fEfGLi3Dp2fPCDH+Cx7+tHZzhSMjQ49OoHAQYOuYiTevVjZoMa6uYrK30ckWxy6oyVPg5cthRSYxzq5u0Kkh8+wWFv2f6DJWtlGh7t+VQh5X5mJC66kNxs1nMK9H8kR0R3jbf7F7De+723fEh087j3wUNuexvbkV9s0ye+vLmo/8ni+GMbbxU/rNHHD/I9RU2/iAPtdVKsDYc7bhEFMrJ9nXz/vkil8FuF9CTf71lhb4W89o1NVSBZAACAJsAhAwCAJkCyeL14i877O5SJ5987R5Y0pNxBxWYTmH+ozTy9YWD+hg4O2bKqF8k0T9PP4qxhBUTVtDW+OJ83WtsuKsj5uwc5jS+y6nbZFeHYlzhc7m97XhASyfKB6D/y9bL5ttJ3RHTaTH+1OJ7uOyQy/v4s38g/mM8nhoScscQoY3ll0PCJZ6E2OfViRqv5vOxkv7ieVbXQLXSfTWn/I8MOGQAANAEOGQAANAEOGQAANAEa8utF7frx8n8ofazdK+eF4fO+HKA5njAsNeztrEOnJ91KcNmUOM4sr+Pfrp0cE+UHH7LPcLePyvrlIn//nyq2ca3MinDFQtU24mT5Grdnq9aJxeRTHAbnmD5RUzMZMX+kzt838Pj9xXH49k+vUW2fOXOQq7/Flt+4TLWNd27rohIUpid4bU4uLZ+hEvZmWJ5KcLlptwaCndM+BA47ZAAA0AQ4ZAAA0ARIFudCQCl2ZdaVPs4+Jef5QxdmPWDu4MmqU8PevKFdvnCM54V0QkgWdmKQX8WzvXvHVdu1pluwfn8+IwrbNw33cTH36UCEj9uwYT3917Nvuqc4jwzbG+W6fSyDZP3GQdX0qcmXvqrOf81axNXfPvyz/ysK1H96xGwujv/0hf8WEkUF+fl+7elxkUVInpBAsTQlw9FODMrYUvV5z/AZuqD9AgEAYL4AhwwAAJoAhwwAAJoADXk2eJuh+tT+i970aKWZQe6Ix1ayTyWYL7yGsDcnn2G91xepEFXbwitu5dbSobbN4g8ZO6YnOb6yPFIp2kdPOe71Q6e2HSiO737/TRTOOnfzgT5DfFmdoNVTHP9PoecfVNv/CadEmnV++iB3M6n7pW/eotr+8N/e8bPiuPrqfxQhcY+RqymHC7Z4Tt60crE2NbTNi/q8EfYGAABgtsAhAwCAJkCymA2Bq+TcCLzycUQy1M1JXpj1gMsGX7CMQ71mei0vpMZFOFd+9JRbvD5YNiKPHeNX+EI2Jc4boyy/to84saXFceUX7iMqC/XxgamMyPAbDPu46Pw3ug4OqLbg+htEwfqPTwRZJvlC/8GTqk0NyTvsD4sfUmTVbVwJrjA9IdZtltexbuivXSJkHl+kkuUcn5LR9/J/QNgbAACAcwAOGQAANAEOGQAANAEacinUTiBnVXRT8FZsyx++MOsBlyVOPsuhbWT6RViWL6SmTk8KbdTJTfOxhcxUyU4Y9oRb+a2jo4P+11V3cSPTipxRwwcOTxJZJleNS1SGn1I/Z6X/zM+LY8MeE2nN/saV9er8b3Z953hxHOneVaHadtijfG7g+LM9qs0w/dzNpPKZb4iKciNX/BJ3TEkf3Sq6gpjxRtaXc8MnROW7YDjuNj1F2BsAAIDZAocMAACaAIcMAACaAA25iDe22FKbGczw71ZhQs6RHg1eA75Ihdt12h8W5TedTJK1YbWzMhFRcPHVMSpBoGk1f2HLWtawTrzkqhvoXempBF9vMD0lTpxIceD8VHpSxAEbbVdzXPKv7e0U+u5/jPeKz7nZrOc45OeDUVlStONGjln2RarEPVlVLfzHmt54pbhGWe0Svl/tQYVDAAAgAElEQVT/xOqsajPL3Nhms7xWdLIuqJ2mEYcMAABgtsAhAwCAJkCyKGItkXNfxSsfR0Rkn3HHCHMDrwHHzjlink3lFVvJsCx7sl+EmqnhcoYVMFRbfryX5YYPdwy9VBz/6T1LyPixvZkPHE9y49KJ8XHKhyzO+19+6juPietF7uBwuX9buVLcQ3TpDavU+fPZFLfGCTR0VKo2p24p36PtkToK0xN8j2pHFCKZOm5YQXG/9tQwn+fkMyWrxM30fHUBO2QAANAEOGQAANAEOGQAANAEaMhFvBryTOT2uWOEuYHXgJoeTEREgYhVymYrYW/ekC1fIFJyM+WvXxYpjv+kO76IP//D/0qUybmhZpkcHzd4qpc+Hexm3fhPs4ta1M/8ZD7L4XK37d8ptNif1bR1q/Ps6ZdYGw40ra5WbYXEEIel2YkhEb7mb1zJ4WuBBevDqk0NbcsNHhHas6ebirCpGr2hPGtdwQ4ZAAA0AQ4ZAAA0QfstvJYYfmXyOiJphNzh/Rzl30pjhv9N3gxDs222F5fT/AHFVLJ4GHidzBj2NkMmmT3ZLzLnfMFy/lKo2X5ERMnt33A7iKx9g1u20PER+U23alxNOcdvjhzN0cPWMFdRO2MPi4pqVcs+yKFtaw4eFempW2P1omPIWwfH+NyHOh/qVW1vOXmSM/d+WOaIrLr8eC9Xibvq9AnVRCv7vsGfGSUroto+f+hxIZmohDpu5rVZc0Cy0H6BAIALj+X3U1WV20095/k3ORB0ZdpIRPhDCoVkV3bTFNnSJW2WRRQr56qaZJS7ZW7jiTiVlbl+vi4fpltufbmBtT8rNy/Lrl9w1nVs++UbOJZvoP+87z9fvnbg5c1LNps963hdgGQBAACaAIcMAACaAMniXAjeeH4+x3ab/JKTljZDieQxm8/P9WbCUSTK/JELfz3wMopu7O067RCxcGBVtogwsEJqnLVgtSMzkdRNnYU1rPc6pkmGXXCvcfh0XXF4Zccq2pdf8S62+dIiXI0OH3M15diaK1XTH+/r6lLno8tvZ033E5XWMdVWWXcF6xJfyBWC9Q1KsxHT5/5R5YpfkuFrS5tcXbyqXOjpm+9Rfo9BIafTz4+laWxsjIiIpnwvyyM/+clPSFewQwYAAE2AQwYAAE2AZFHEHpRztcnphcJsevVjXhGnxNiD3S/nhfHSxxZGS9vAhUOtQOaRLNQqbqpEQUTk2G6oQW7gSEKeF3QrnLXUcNF5Mk2iPcfdkISCI3//ls+9RqEg3/1t242vtExZ2D5givC14NhUa3Fcm8mKa/hNi8MsMuWBQfIpyYnRkKvbBfwiBdbI23ygs2mpCMnrmnLjUMeH5PUCluGYv1B+fFQoEBE5tniUWgGHDMBlzEsvcfVN2rBhw0W5ZjTqhqtFK6PSWFA2EDXlwuQ4BTl23GMd243Ds3M5evKpJ3l+uLGJ9u/vJCKijCGkdrINkzr3vVzqIB+5CJus1wkkCwAA0AQ4ZAAA0ARIFkWy2+Xcalcmr+HfLZ/yGvZawtXsHjkvpF75OCKigtKxpJAofRzQjhmrvXmbnCpp1Wa8UYS2qRXPrIpmYUsff55D3b684noObVu2cBl97OaMG4bWUHFAPc+4/zm35OGt63eKde4+tojHE6mFwlZwZGpeJuem3F21VMaYTaRYU3D+8l0HVVPedmXjL5yKNDiKZLGsxmTdeChZiO2rXMm2QMbOj1iNRESUNsKicWrImc7Y4RqaK8AhA3AZ873vfY/HmzdvpmXbXf+YignfRWuUqpYjvTIWfXnSdRWvRYk9cFD4fMoNuWUwHvuHU8L2yCOP8Lhn47tpaHjYPW+Au0KRWV4nznOy7ubFF5Xh04WkG75Mpvw7pY5AsgAAAE3ADrkU+a5XP+ZV2XUePgNcTsxU7e2sY5VGpk5uumQJPiNYLkr++SJx93ftM90QOPLRQ+uX8Kt/wV8mfv9TkaO8Df1p61WigtvHhrs7i+P6v/rtZ8QChialZLG8mePKnv6P/xSm7m63MNuBwAYR99kXeJhTV43kQNIed6U5tXmp95nN9JxEM9g5sEOGQwZgnvD8C8/Tz1/6Mc99kbiwHz7hygJ7N8m49LIdW3n8ln/6hLDV+aT0cUj9u8YMTjD2xt8R88nDbgf3aHil9/B5ASQLAADQBDhkAADQBEgWAFxKZLU3ERJnBKNmKZuTz7hadCEvKrbnh09wNTTf6rcIPSHXt49t8Tf9iQxXOHGIwxp8oZjQGioNN417evUtQl9ecnCPuH5XrVvBLT/UVTJP2Z7sn1bnvmDUfRae7h6F4ROcVm3GGsQ9OZmpktdQ08/nAtghAwCAJsAhAwCAJkCyAOAi4qjV3YhEtbdCVmZnOpmkG8IViIjQMive5Ia6+SyxsQosWMdN75xsSrzOh1ffEePTIpWiEs+OBYt5HI03Clniy6113Kw0WN9RqdoeSwyNqPNwy3rXvtzTzEFZq+EPC/8TWfc2pXFrlZAl/PXL+Dl5C/n7gmWutOPNdlSft/fZawh2yAAAoAlwyAAAoAlwyAAAoAnQkAG4lMzQ5JSsgJsu7Em5VnEyiaw6L6QnWXvO9OwS+m7m+LNcQcgwA6JNTln3Xg6JS4Vjfapt1fH9nK7cmcuIz2w7dUikMh8n4lS9bPcOEdoWbL+OK9Y7uYzQdK2KZtaNvR1SfJEKDsM7S4dXnttMKeZzAeyQAQBAE+CQAQBAEyBZAHAxmSH0yqtJqJXKiEjIAnZyhF/pfdFqESLmC8U49CuwYJ0IUVMJtKyvUuepTIKvEe64RVRiO0DEEkbUY+suf1p0040s2sQV4a2KZlGlyN+4gisa5c4cnFBtVtVCDtfLj/aIGMDZhq+dJWfMMbBDBgAATYBDBgAATYBDBgAATTDURoIAAAAuHdghAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJliXegGl2LJlC5r9acLWrVuNS72GywV/3dJVpWy+SKX4PTq5dKE4NvwhsXkqpMby/Jn1y8KqLT96KlMcW1UtQdWWGzgyXRwHmlZHVVume8dUcRxecWulakt3bRsvdV4hk8irc6uyhdeTG+pKCVu8KcD3l8+W/I17P7MwPWnzecpz8eLkpoXN8Id9pWy5waP7S33OpQI7ZAAA0AQ4ZAAA0ARtJQsA5jveV2yPjV/3nXxGHFdIjbqv97E6aUsOuzY7K2xONslzOzGYUW35oa5ccWz4w9OqLTdwSBzrC0ZZpiikxsU1MkRJnph+cU++YJQ3iEYgKjaLhj9cUjZTZYm5zmVzIwAAMNeBQwYAAE2AZAHARcT7eq3KEoY/6H1N57kvEhe/VVWWMKPV4t0/7w+zhOALlovzvFKASkXKDYjIVTSHhNH0TxaHobY3xFWTVdWSVufBRZtqiuPpQz8bENe3giWlByefYRnGjNaIe1IjQHyRKrPkZyhSzsvHVpaMstAR7JABAEAT4JABAEAT4JABAEAToCEDcAlRNU+vvmqPn1JCzWSmnj3ey5lshcyUrdrUEDWrulVkvDVPjPG4Pz6UU211viBrsz2Joaxqu9uojxXHDx5+Yky1rR0ZEWvr7Hz0eHF8lVklsgiv8lWVF8f350+PqrYeJ8VrtWrbhYZsJwbZpobnEc2si6sZjXMB7JABAEATsEMGAJxXli5dyuOnv/aAsP3gLz7L41hrkO67776Ltaw5ARzyJcRPbo2WZrpO2EbpEI8nqfuirQlcXNQMNMOSYW9W7VIuDOQLx0Soly9SoYTEVYrXe7OimX/X3rC30+EAv+6HKppF4aHj3bs4Ay/aurFGtd2/94Gu4rj61i9vUG1HT790Rp3XWUkOUaO/+O83qraqpM1f7CPVbcmBJVewLUjE6/HXtkfU86a2dw8Vx4GFG4VNDZezJ/qF1GLGGwKlbDoCyQIAADQBDhkAADQBkgUA4LyyZEmbO+kSgRyUSLhqxtDQ8MVa0pwBDvkSEiCOACKHZK3uPKW9h4PLkJmqtuWHjnIKtL9ptQgfs1KTfKyTSYqwt/j4ENvSrfJ669MG682d472iStvbrQUVxfFDiSFRWP5e/7K64vjfT7xwWrX90a4dQou+cXC1e9Vg/QLV5i8Qa9F5f5nfjLpSdbavM0mlsF3Hnh/pFusWz9AbEucPI+wNAADAawc7ZADAeaWqyu3+VEjIN78TJ07weEdwTm1eLwpwyJeQAHHyEzkk3jopRQPew8FlgDfjzhep4rG3apsa9qb2oiMiSlc08mt7MN4oKrNNVNSyUBvx2PbGIq6t9UrRN++bp/+9vziuXXhFh2r7YvT7O4vj6tVvEaFsnxo7tV2dv3fadmWKQFjIEL+b2XWE150Mi958VnWrkD4ESjF7b+9BIvc27Ik+IVqrVfLsiWmEvQEAAJgdcMgAAKAJkCwAAK+L1lYZyrEosojHE/u6CMweOOSLiBrmRkRUTgt5nKS+i70coAGiIWk+K/4Cpoa9ebuJqKFtmeSICANTK7qNeGxbEnnWaZ/u3jmh2t5tNHLY28NnDvSqtr9IVTQUx18YONSj2r6058xKde6L+7cUx/6MLXRbtYpbpmub0Jd/z99eWxx/palySrUtLPjZV/V6dGI1/dwb9lZITcypvxxCsgAAAE2AQwYAAE2AZHERUau7ERH5yC3glaR+7+FgHqA27DSCUVHRTQ178zb9HDUdft0vC0TE71gt9B7xyCBHCwmWMAJNq2TYW/cOrqhWXbN4sWr7h41XcXZe2aJNm1Xbif6XtqrzG4cKHM/5tDn2ddX2zrEs/wi+17RmWrW9OHDGbWQabhXPYmjVFr5/MyEL65vltWzLDZD4TDNWxzZvhp+OYIcMAACaAIcMAACaAMkCAPC6uOWWW8S88N8v8HhoFBXdXgtwyBeRGAlZjvKK3JWlCe/hYB6ghr2RnRMhW9nTL/IXxNsxpMMJsTbakxoXmuoVvkrWng+RZI0vzqnUj4+dEnrr/w6sbimO//6lHx1TbX945EQZ256777uqrXHhr/+VuIjt8LE2OULD/slbf4/D50JDXaLJaWjgwZLV3grpSfc5KZ1NiIjyTav4uRWSw6IGge0Py/qfmgPJAgAANAEOGQAANAGSxQXEIlFTnIJKdTciohy5b2gFT7U3cHnizbgz400sPfii1aLaWWjpG/nV36psEV+mo7FD3MEgWrVQNP3cbUyNF8fl8UYR2vZIcHqwOK5Ydfty1fZ39Mip4rhs/d2i2tsXyrdxp93Wxnc2qTb/XhmyWcim+T4+k9ovpI8ND57gqnUvbLpdrHuBEWabYQW9Pwg3M5GEskMhJbRNSECEam8AAADOEThkAADQBDhkAADQBGjIF5AQVc1ot2lOReSAC4Da4aLgqcyWPvoUpxKHloomHbR0cpIrnPWM9oiGpDdTFacnb+vbl1BtH8y5/ZX+59SeQdX2yRMj3Mj048Efi7qZmzuf43V+qv2mFWIxuYj440guGthfHPfd8Ou1qu3UZL8bymf6DdVWZliu3psYKtnlN+DZR9qTg7w2VHsDAABwXoBDBgAATYBkcQEJUNmM9kk6MaMdXP6Iam+eqm3BxVez9GBYMlzukJHm1/SoFRCv/nvsMZYFzGiNkBO+kts2UhzXLP2zjartjzof2lMcV676rXWqbVtymJuT1lsREUpHno3d6dQEh8+lj+8dU21q0f3Q0i1ibVNOnu8j1LZZXCOvyDIZT4H6YO0SDgl0ctNCskC1NwAAAOcEHDIAAGgCHDIAAGgCNOTzTJC4TySVUbOwZWlSzKcJpQnnO6LJaTYlQrTUJqChjpvFHySucMrcim6eriAbzErWVLclh4Xeeo+1iLXZH/R1nlFtX7bblxXHH3nmq6JQ3J5U863FcVOwIOptFnJ5kQL9SOLEXrZFx8U9qWF334o3ii4op53nOEQvffw5Efbm5NKsDZvjZ8Rn5uO9rA2j2hsAAIDzAhwyAABoAiSL80yYqnnsI/FGRjmPROF4qlaByx/DCooQtRmrvSkyhRlrELa9sQi/0ocjFeKL9rQ9xNXeQi2/Iiqzfa1rW19xXF2/rEW1/Y75X51su+mfRCNT2vNzPs83VBBrmQqbL6nz5FiWZYPYUI+QEPrMapYXMt07RYbhmJN1C82nxsSPw6pu5Wum+/aJ8LVozWIuum97QuJQ7Q0AAMA5AYcMAACaAIcMAACaAA35POOn8pK2JA1cxJUAHXHyGRGipmqe9sQZEeqVPvQ4V3sLtl8nzhPV3jxNTq83aznl+qnDT4yoNrWR6d88/vmDqu1Tdmtrcfzxn//jbtW2yFn1+3wPhiGu121PHVDnn77j3az32okhoWE/9PjnThfHZU1vFpXgOrt3DRXHsaGk2CxORSpZi/ZWeytkppTQQVntzcll5tQfarBDBgAATYBDBgAATYBDBgAATYCG/DoxSYRkUojcqoFqV2kiohQ0ZOBBlN8MRk3VFmy/Lnr2GS+jlt+MeGxHCwmO0w0v/5U61fZX4//VWxzHr/3TdtX28T33c9nMmtU3xsVauibdziYTqYBqe8fgo0+q89vOvMDr/kH7UpHm/CF/Gwfq/4+dk7HG6+7kugOTfZ3ixxOsX8a3mUmNic8MVjRzHHIuWjOt2nzhGD/Tguc8HcEOGQAANAEOGQAANAGSxevEW9HNJPdtDtXcgBdvGJZa7a2QGhPhZGq1t0DrVWHVplZ72++p6PZmq4Hlhq+f2S9KDH7ebmsrjv+486Fe1Xbr6dP8ev+P4YGVqs2XMhcWx4mwuUu1eRuZnvGH+HN8A0dEk9UKI8Bp3ukjW8UPRE0jf/NoUmiBj0WOcJq1b+i4uN9cdSvbvNXeCkq43FwAO2QAANAEOGQAANAEOGQAANAEaMivE4tCJW0FmlPNCsBFwPDL7tFq2JtZXley/KYvWC5+q3sn+jitOtpyRbVq+4++zv7iuHL9R1erto+OuOnS5SvvalVtP019h8Peyg2/6AhNJnFat5PPiHWmOh8eUuc3jCb4DynPrd4sSoOmnDxruv6GDvHjMaPVfOxz3XsnhK18Az+LbEWj+GH5ldKkRiAq0s+9z1t35tRiAQDgcgYOGQAANAGSxeskTHUlbSkaKmkD85NCaiIv527Ym50YFJ0w1Gpv3rC3dZMpljpe8kgGv5OrYQnjvuPPidC2ryaqO4rjX3vwL/eptm+HNm8ojmP56S1y4cbi4nC8OfyIaoq1/7bI+Hv8+x9jWSRWtVBUeyPqZLlBvT8ieY/rzZiQRXYkhtyqeOO94hnak/383LzV3rzPW3fgkAEAZxHwy/ZjlHH92vCQJ76+fflFWNH8AJIFAABoAhwyAABoAiSLc0Ct6KamSgPwahj+kHcTVDK119+0hnVUb6Wy3QU3zToYXyWqwv3z0DbWlOMVd4vO0t/O/fxEcRzd9B7Wmpe2t1PdU3t4bUauIP84EvRz1+mqrG+Bahr9/sdEtTe1o4fjqej2uD3AHbHDq+8QoXVq2N8z3TuELh6tuYl/dN5nYVW2sPacH+kWOjy6TgMAADgn4JABAEATIFmcAxGq57FBhrBlyS2ulaHRi7YmMDdwcumSTTcL6UkhX+T69vHrtypfEBF1+Mo5DOK4p4LcPdYifr3/Tl+nyHhb6ivnQu/P1LSx1JGLNlJLZt9SPrA8eEwszvTxWu66/QYhUYS2jZep841H9/J97Bo8IkLblhhulbpDnQ+LSnRq2Nu1Zo0I89sxfIIz8PJDXSJTL1/dykXpvdXeDH8YYW8AgLnF0qVLKRZ73v0PjrTncq4P7O7uvkirmn9AsgAAAE2AQwYAAE2AZDELDBK9JylMNSWPTSqNTB3vex+Y93jD3gx/mPVfM1oj0uNUTdVbtayrup5DuII1i0XVtG927xorjstXf2ytanvqwF8eLo6njzzBHUlab1xOobSthsiJsLdcc8WPiuPfeuphoct+NjwpKqyFyGSd2J4cFHrvOOX4PrxNXNX7f6Z7x7hqC4XXsU5tVjRb8jy3SpwRiHqer/u8ndx0Sf1eF+CQAZinhIKuH9909SYKhZS/1aVl6djRUfcP1AUHG40LBSQLAADQBOyQZ4XcEaiF51M0KGyThL9Ag9J4s8yc3DR/uXJDx6ZVmxr2ZtW2CzkjNtTD4V2TRCK0LE/um3lu4EjJTrv5/gN8vfZ4gRzLx81CqTa+Qz324XW+x4vjL9e+QYS5OXsf8GTjjbMUEq7aKLLxnunb54a6nXhBrCe4+GqWMBYaEeGb+qcn1ap44hnmJ/pKZuDNFGaoI3DIAMxT1FC28fFxKhRc35VMJsWx3/muUnFz3a0XfG3zFUgWAACgCXDIAACgCZAsZoFDUoY6Qy+UOBKA14ba4cLxh0UevhrelR/tFmEPo8rfMULVrRHVtnZkhDda+0/tFqnTa3xxPnZ8ejRRHFePjdPkmuatxXl6WkSyUUWvn2M/123/sdCsny+XoWZ3Z8tYY/6x0umDSGrhZrxBlEr0hWJ8jdPhgPjR+ZWwP399R7DUeYbnGc414JABmKfk8+7fxu6+6276m+DqksdmcpmSNnD+gGQBAACagB0yAJcQNbPM8IfFBqmQHObXfe9ruhoSp2aqERGlKO+Gy8WbhCzwo/x2ljAym95Zqdp+uvtpboh6/6KFQmrw175ZyCIqvu5domrbzoljHD6XH5oS0oNZ0cJrzXRtE6EcsiD/eMlmpfb4KZm1oqCGERZPLXWsjmCHDAAAmgCHDAAAmgCHDAAAmgANGQBN8FaC80VrzFLH+iIVfGxO6aZBRHS8kGSNNX/wpyLsbb0ZY512ZOeDQvutNxtZU77uxFGh06ZPHOJQt2fsYZHiTaaQsGnKMXhtvmiTuAe14pp6D0Ty/r0V3VS8z0U9T62eNxfBDhkAADQBDhkAADQBkgUAmjBTJTjDL3p+inA5s7xWaAb5plX82h5uXCHC1XYlR1iKCDSuEmFvXzr+HBe299esF0XvyfTz9SKZpAzB81SpS0bi7FcMJVztFRANSdXKbGoGI5HMYvSGtjk5V6bw2uZa5h52yAAAoAlwyAAAoAlwyAAAoAmGg/5YAACgBdghAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJsAhAwCAJliXegGl2LJlC5r9acLWrVuNS72Gy4XY9b95XUmjz5IbpEK+MBubL1IZFKbUWKY4NmMNUdVmT/Yn2VbRXKba8iMnE8Wxv3ZJXLVl+w+Nsa2mLabacsPHJ9W5VdEccddtinU7uYxNJXBy03m+h/RkTrWZ0Wq+Rzs5klFtvkDE5M+wc8JvGP4w28TzJKLJp/9tW6m1XCqwQwYAAE2AQwYAAE3QVrIA4LLEKz0oGKZfvt4rr9gz2byor+1OPpNXbfnx3jQvxSN15Ia6UmwLxfxi2YoskO3dNyZskQpxbKZnF9sDzesqxNoUWcKeOJNWbVbVQpY67Ml+IUuoksVZKM/UICr5XOYC2CEDAIAmwCEDAIAmQLIA4CLi5KZFlIEaBaC+zr/CecLmjSbw2FypwwqK37gvUuk/+4yXMaM1bPNFq0KqrZAcZXkh2LpRRFnYiaGUOg8v28IRGk7BFhKCOgm0rK9SbZmT24d5LbGGkhKFk0mKZ+goco5670REVkWzG52RGBQSiY5ghwwAAJoAhwwAAJoAhwwAAJoADRmAi4hh+kXWo6ope2254eOszXo11dzAEbYFmuQ1ktu/MVIcRze9R9jW7/oJn7dzcYfQVG85cYyv/8jRrSdVWyE1ztrsvf5ldart84UTg+r8Xt9itv/r8nZxjRUHnuNwtt2FMRHaZtW2s4a9dkRm4x1YdgXPC9OTQkNWnZgRjJqqTdWNvc9XR7BDBgAATcAOGQBwFpGIKIFBn/7s3/P4t/ItwvbOTfVi/vgvf+TCLewyBw75dWKSeEOiJbSEx00k3yUTlBDz/bSfx2nSPiIHnAfOKn6jvEYXsinxKm5Gq90wNCVTjojIX7OYw9LMeGNEtUU3vae6OLaqFooCQruWruNX/2DjKhG+9vNQbKo4jlQvqFZt7XsGuNiP0RALq7ZF9x0VHvrfIyOn+BqLbm9TbV21roQR82QtqqF9Xf6wDNcbPs5rM6ygOM+wAq4U4Ql785XX81oLqVEhg+gIJAsAANAEOGQAANAESBYAgLOIxUU5ZLrpppt47OzvEbbGxkYxf8sdd/D4m90XYHGXMXDIr5MgyQzPRnK/nA7J7NZyKhfzanJlul7qvQCrA7ohCqaTDHvzVjTLDXWxburz2DI9u9lmxhqEptuy80EuGN97za+K693RdZjfih+xglOq7V2HDvCxi0dFQTcyInXtPAlaong8lUeENnvnnknWlL9ZERc/glTnw0PFcX60W36O7U4XGhHhm4bXvom18OzpvSJVO9h6FduEnkxETiaRZRvC3gAAAMwW7JABABSLxai83H2De9/73icP6E4SuPDAIZ8DAQrwuIM6LuFKwJzDU1hefY32VipTK7P5IhVCsgivuJX1Lm9ltp41N3MQccDTN+/h9uVuhl9tO4e9+aJRaqQuPq72Z4euFOte2tLH45GEKDpPZ8YC6vRErf85/lxf2QLVFt1wd0NxnB/vFdKDGqI3QRJj6BjLMOXXfECE2aWPP8syiBmUGY1qEX7v9XQEkgUAAGgCHDIAAGgCJAsA5imbN2/m8YqVK+hXleS8sgMj4tiS1fBfgdWrVvF4lblU2MbPnOCxVRuhI0ePvoZPvvyBQ54FC0jIYFRDNTz2hrK9FirIleIMkhE5U+RGJBYxVGYAACAASURBVI3T+DlfA2jG2enCbrU3n/w5Zk+/xF8Cq6JZpEdXPv017q4xdu17ROeN9xx4icPX/scKiPi1jxzvZZ32jc88xv995WgvVb54eiWvq6FWeuRUxg2tW1AjqrvR6JT4ESx6pnt5cfyb4c7jqi13rI/17fsap0aS259i281mPadVP1VfJzqk5Pr2qaF14p4CrVepYX8iBE9NOfemn+sIJAsAANAEOGQAANAESBazoJ3axdybgXeuqNKHOiaS1d8O0AFh81aNA3MIT9ibiqE06yQi8tcu4VdxIxARzUmHVm1hCSNQViMy9f6rtYnljEjzGpHXfHrv82x7y0Dog2wYOEbUVO1+0frHhQziVEb5POoZkvU2DSm3LfBFeG3/y5A52NPLm1mG+eWOJvpujxsx9+HkyYHiuPzKd7Wq59mJGzlkzdvwNdX58GhxHF5+o/ghObk0S0J2cgTV3gAAAMwOOGQAANAESBYAzBPe+tY76Q9XV/Lc+IGrUDiOQTRD6R0RBeSRKHI5WSOokHWVgWBIJPFRxFUzKFxZSR/60G/y/MOf//OZb2AeAIdcgrW0tqTNG6I2W3LkKW5FboOIEInsVwqTKwtupI3CtpW2ntP1waXH8HTCcGzXmxn+kAjLynTvcCu6xRvFF+T2Qy/x+KfldSIl+Pd7hjkM7XPD/3KyOH7TB95Ai7+4/618YEPVYXchDtHYFKc1U1W5mypNRDQ47qYr+61p1eTLZoW+XYgGXb05YMovfTLNHtnoHhL68g2jCQ5n2z7aM6naEtu+wqF2wfbrRH8pJ5tkXT59/NlR1RZoWOEe60lN1xFIFgAAoAlwyAAAoAmQLH6BmjVHRBShSIkjZx/21kfyrW9MJhhRntzoHe/1W0lE/QiaqZnHKGw/t/BWdJuJwIJ1/CU0PaFtD7cvZzkjXLtEvPp/Jnsfl2376qI7OM309mdOUCgc5i+v0zfq5jiTQ1RX4UoYQxPyCxgJ8pe3b2pcfJFTI2OiotyQkeNibeXTdULeWB2pcT/3SK847+a338nrNhbfYG3fvp1tqkwRartGhORZ8SZ+Fv765eKHZE/2c91QXzgupBUdwQ4ZAAA0AQ4ZAAA0AQ4ZAAA0YV5ryGqo2UpaKWx+mp3cpKY4ExENkxvxc5JOCpsa5vZqn9NETSXX0kZtPPZ5/k1VNeUCaR/lM+/wpkcX0pO5UsdOdz7MoV9meZ3ohLHx6F7+Mu2tbGHNtrqqmv687hr+8rx75WYeB7rHyDBMNzC4Jua2CHGcXwQjv0xycc0u9XrHh/s5tO665Iuigpu/b6+4h3El1viH6SvXqbaOJeX8Zc631XUFg+5tfayshfXlj/zFLx/5xCfcJSxqWBu+//v3ExHRntq2lG27v6Xpgz/1NhhhjIDbLDU/dmq61HG6gB0yAABoAhwyAABowryWLNTX/dlKFESyYLy3Eps3G2+2eCWLHurh8RJaImwmuQldqnxBJCWTadL+DW3e4a1UJmx2XsRThjpu5rAws7xOZOq9uP4m/hwzFHOboYbLKWk5/CUMnh5drp5HkZD7ej8wvqI4zGQyNNVaxdXiH3jiUSED/E5gsLs4Di+/sVK1be4+LTIFH0sNcBjagD0hvtgnxwY5ZC734lBZR4fbJNhKukXwrc/9uOWz8avYtv0Pfnn4890vh5FWtayIjI25kXfRK97JP4jc8HGxlkCsgT/TjFaXfPa6gB0yAABoAhwyAABoAhwyAABowrzWkGeLt0PHYXIzTM9VM341VC24juqELUaxC3JNcOHxVnujbKpkLGT60OOsxRpWUGye3nXoAOumX3N6OUe/dskSarUb3D8slIU9+fo2681TlaEXi+NDh07SOyL7dhTnZ6JpUXnu6oFxXvfu8V6hC7/fv1jo1PsKE3uL499rCfaoto9PHuXmqUvscFVNcBnbalubssWxs6A65RRcSf3KcCZTdeblv9eMLN7iNwJuic/CeC/rxoHmdSJ12skk+DPt5MiF+bGeR7BDBgAATYBDBgAATYBk8QtmKjq/i3aVtF0MZlqb17aIFvH4IB28UEsC54i32pvI3PM0QFXD3qyqVlF+8LurAiwbVC37A67aZpeX0wOPf4Ez8O5JZd4gFmC5BeNjz//fn6imyi2fZP3APPQzUarwxcYVLHVM7/qOkEE+6avsVOfDa9/E637L/p3ing7XVXH1tcV2uIJMVxkxJlJuU9fq2HDBcSULY9exyGfe+XJ3kW8u2pD61re+xTZfIMIfYicGRKynGa0OKmNUewMAADA74JABAEAT4JABAEAT5rWG3EiNPJ5tF5CLRQ3V8LiMykoe5123t8Ic0IvXUu1NDXszYw2i2lt+74Ocvz+69wEe//lnP0tvPL1lMR+YDYpmoWrY21vMRvHFelzRjQONq0Rs5QPPv8Q5zrdWND+l2u5NL1imzj+/78kjxfEaq6lWtb0jvo47mATyTqhm3L19p7Wc07MdxyGn4MrPP1zQYX3sxX8nIqLCSFVtoMFNuc72dQ4Ux97nq1LITJUut6gJ2CEDAIAmwCEDAIAmwCEDAIAmzGsNWdVpLwUBcps3eLtcL6SFs/oMb+q2blo4kMzUddpbmjPQepUbl+vRRu2KRv7tRpdcW87nrL2LOp75hps+nJ6Wm65kmktnPrX5l8SXzpye4C9T+5NfH1FtX/GV7+Z1GklxDy/YI/3qvLLSrc5ZU7swq9qW1TVzh2y7pbqPlI4hdGbU1a3v3HRicIClYdpMCbIPPfLyZGooNzU4yDZfKCbSvFV8amnSYFnJ43QBO2QAANAEOGQAANCEeS1ZXGpUWaKZmmd9ntpd5BAdKmkD+jFTWBb5LGHLDx3lkma+sHwttxODLG8klVTmN7f+b/JNpVfzgY4jrxcN8bH58aPiy2J3PsohcsNGSPiGv/av4jizb2ZeeF613RVYv0qdL2teytdcUFEjQuucdYv5C2tNJMOUdyPR+t66lsPlvvWzU7Vf//rX2ZYP15ZNrr7n5fHYqSl/ratuFFJu7JwZbxSdVVQZCGFvAAAAZg0cMgAAaAIcMgAAaAI05IvIWlor5t5Qt9mSJK5gKDpgA/2Zset0blponFbtUo4JsypbwqotYNucVu00reHjjo77qGZ5I3fpCJ+elGF2tXH+wviP50R6dOuBp7l05cllm0Sq9k+OdR8rju8xmkXX6auWdIj06HDex3ZnQbWsXXu0j1OnnRtWiz+AjD25h/XmoSvDha4jrjk38CCH1nn19ML0JD+3/HhvRrWF2jbzWhD2BgAAYNbAIQMAgCZAsvgFM3XlqKbqkrZlJApdUZCCJY48f+yjfRf8GuDCMFOTU8P0iy+hPdHH4VxO/TIhPRRq2zgDzUmN8mfEAg45ps89NhKUcZDJNIeFXb/1m92q6VcCKzm0ranbFl/6Jv/S1uJ40En3inuynYA6z6xo4mapkVRG6nIdC1hOMZ49tEQ17b7nyueK42jajhRSbmOSQNMqljPSXduETmdVt/KPzhcsF8/XTo64EsZMIYeaAIcMwGWEYRhkGIaYl2LjlVeKefOQ6w6uaVspbMExbuxMHbWy67kxMiXmTlTxwQnRUYlIXY9naR/44Ad5HFiwruS6L2e0/xcDAADmC3DIAACgCfNasugjt7FuG7WVPG4NrRHzmSqqzWTz6tSzrcymrhPMbWYKeysoejIRkVWz2NVGlc7KXkLLtnAFtc9+Zxv98bM7OERu84q18nrxKGsIf527nnUJhxyi+hxfzxibqhDnVZe7X8J0TqYnL64/Ko7tHW1g28a2wx6bGxL3S1cdeOopt/lIfHyIte/MEhmilh87xesuJIfFc0qPdrNmEl1/lwjJsyqaWT/JDRxJkOZghwwAAJoAhwwAAJowryWLIRricQu1CJuf/N7DzztqcfkUpYTtMLlvelkSNb7BXMZT0Y2I1LA32QA1NeHKDZ7zzHgDh5qpRdhzRpD+dcvKU8X55pNZqbeVhZUwMMMNj3MMokV1XBHeCViy84FPOTadE7GdxuB4nTp3ljS44XSJtDj2pU//bmdxXBn22c+leKlkD9zLJQ8dj7yQH+nmdfubVousRRU7OSLW7YtWu5XgymsDZ5+hF/PaIQNwudHZ2UnU/xLPsw1X8zgQvDj+KJ12Q5/HPSFxb7/77cqB4zSodP4w176d5juQLAAAQBPgkAEAQBPmtWShdtc4QAeETW2AuoAW0IWgm1yprZd6ZzgSXDYU8qWbnHoaoJqxOtaGC+lJoY2q+rIZq3dT46Ix+o2TbvhY8o+v318c++NxMh54wf1jiWXKDhqDE24KXt6WYXY+N8XOmEqLLiAUDQldwpfKsm78o/ff1qXarvzID3kTuP0N76gNNrmnJg7+fJjXWrNYhNblh7qUriANQnuxqlr5WCeTLNkVxLFz2ncAntcOGYDLjcnJSRoddWtA/N3f/f88vuaaa2n5freZ9OqW0rH3r4fDh90/SP/+H/xQ2K7qczce6jrBy0CyAAAATcAO+Rd4C72r81EaFbYmauKxtxLcCLk7kFfLsPOGuoF5gCd8zTD9jjIWqZz5fKbkK7bhD/Hn5M4cEFvNL+W6eP4ufzPLHlOxAL10Zf2J4nx1OrqYT3IcomyeZQpjwBPKtryZzyv8zu0vqbbv17ULCeEb//0NHod214ofyIv1y9xqQ4kBUXnILK/ltWZ6dgsZJLLubZw56ItUiJhUJ5ti+cYIRqXUokhE3uerI3DIAFzG7Ny5U4wjyk++qm0LjztWdJBPkbcXelxDTw9XzaR/+YuHhO3JFVeLeV+vuhE5t6448xVIFgAAoAlwyAAAoAmQLGaBV0P2zgGYLd5GpiqF6QmZ9htSmnl6QuLURp9OPiu05jZflDXWo7GYsC2ddJue/mdr+khx/GvvXEtVXSOsLywI1E6o523v8J8ujmv/br+oqGZmp8S6b9r3LI+/nh7pV23NE67c3ePLiUp011KcU6J3Lu4QurTavNSXSYjzzGg13683/XyuAYcMwDzl8ccfF+PNpvv3tyvNKnHs39jsu+keo1nYdk3LP05XDLk1Yqh8TvvHiw6eFgAAaAJ2yABcRLyhV2r2mBGIyN9jZorlDV84LkK9vFXNVE60rePX/UjDiqhqO7L7u5wNF179TiE9/OTEC5PF8aO5cSE1+CMdnH33vcYV4nqFXd8TIWqPd9zImXyhaHW5ausfPsHpseUt68U2fGf/wWSJWxKZe2fd+xyXKVQumxsBAIC5DhwyAABoAhwyAABoAjRkADTFMAO8YfI2QPUFy0v+du2Jfm4xU4g3ifAxX7SGw+VyA0dK5u6rDVaJiDJd21jfLaRGZTPW9muETq1291DHRLJBqeEPig2hv7adw+7UdOiz1lbZIjqGqFXyZtTo50DqNHbIAACgCXDIAACgCZAsALiEzPQarVYu82ag2ZkESwGGJV/9DX/YlTqU0LmzPt9f+jy16DsRkbmuxi2W782UizUIeSOghNrNVBTe8IdLVmZzPPfrC0TczETPZ6q2s64xB2QKFeyQAQBAE+CQAQBAE+CQAQBAEwzH0b7vHwAAzAuwQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2AQwYAAE2wLvUCSrFlyxY0+9OErVu3Gpd6DZcLkTVvubKUzTADYoPk2NlCcewLlpmqrZCZstkWqfQLW2osdy42e7I/UxybsYagassNHEkVx8GW9eWqLdt/MKnOrXhToDjOT/RlVZu/tj3CtrFT06rNjFbzeuzkSE61+YLllmsblrZQjJ9NIT1pl7I5+UxBtU0f/Nlu0gzskAEAQBPgkAEAQBO0lSwAmA+or9FnSRbqK7ZXslBezb1yhp0Y4ld672t6YVq+0qvkR7pdyUKRD7zYiSEhQxRSE3lht4IscTk5ef3cUBdLH/ZEv/gcwwry/duTg0KWMKpcm/czHSvD1zOUa89FsEMGAABNgEMGAABNgGQBwEXEK0uoqFEVRPIV3slnHY/NKGnzu+ep0Qnez7SqWiOqTZU6vFEOVkUzR134IhVeOUNGSygRGoXpyZRqCzSt4QiNLFFCtanSi792SZhK4AvHzFI2J58Rz8IXLFeeoZQ6dAQ7ZAAA0AQ4ZAAA0AQ4ZAAA0ARoyABcRLw6sQhfC0ltND96isPQrKoWmTnXfyjNtprFwpbp2saZc/6mNcKmomrGRETZ7h2sBYc6bi5Tbam9D4wXx8H266JiLX37MurcF4mzX8meflHoy/ZEnxuSl03K8DUlnK2QGhOhdP76ZSU1ZVU39j5D7/PWHeyQAQBAE+CQAQBAEyBZAHAR8WbVqXhD4lSZwnteYME6EbImzqtt57C0yOrb61SbnRhkqcOMN4rPKKTG+ngtSngcEVF047sqi2NvwaCzrq8UF7LW3xUQtupFLIVMH35iWLWZ5bW8bn/9Mnl/dq5k1mL2zEEOrfNKFuoz9RYe0hHskAEAQBPgkAEAQBMgWQAwT2mob+DxXXffRbcv+i2e3/ae370oa9i06Soedw8qiXuhOI2OjV2UNegEHPJsqIrJ+Q0b3PEPnrzw12+qkfOJKXecTBOYO3jTnFVd04zWiDfW3MARDhkLLrxChKFNH3xskm2LrxZhaPnRbjcFWtGMiYimtn9jqDj+1aETrAt/eEMzxf52213Kuh4S1+t8mK/nDaXzRSrEun3hOGvB04efKOlVP9Wfa2x9sZfnP5/sGS2Of9hcPZXtH2BbITXKz8kb5pcbOMRhd4EFa8VzcjJJPm8uVIL7f+3deXRcV30H8O/vzaZtZEm2ZNmWLW/yFiV2NmM7piTAKSknpCFATyktTcmBHlpK20OBpnQvp6XltHB6ApS2QEpLobSEtKElIQkJ2Z04XuI1jmzLiyxZ1r6PZrn9Y97cd++LpShG0lxJ3885Prlv7pt5901GP7356ffuZcqCiMgRvEImWqCam6/W7VgsCpHZv4Bcs3atbv/Slt26vXrbZtxzzz2zPp5iY0CeinDKIDLLXywa6uztdQ1B+6kDszsW+qlIotwqy5qwBg5AfHmzTkWYa+gBQLxhm75zLVrTWDLRa5Ss291obmcHO/XX+zVto8v16+1pgTcwqj9YkfIl1oxuZimdmSIAgEiyzoojXlm1TimEUy2JtTv1MdcdvZBc1BPcyFf/zJmVhfa/bdpxrGTtjsuek8qmrbRP6vSe4cvuCPv9VqG1+FzElAURkSMYkImIHMGUBdECIZ4g4gXXYA0NDZPsPTv6+/p1e0nDKt2ur1+KeNy6yQ/j45PeIDgvMCBPxDP+wLGitnjjAIDufnt78+qgHQ1lITPO3x26sJm3AAPIGnnNcN527NUnjFKzZmu2M3NmNpUesxcSNXK8pRtu6S60Pc/Dx06c0rckLxpddnOhHY3GAKX0hykbyreq9KjO296ERdZYXuxrt2Z06//R35zTxwyVxJkrkcQRuTZqjDzWNaQjcnNN+vn0mRd0n8RKvNRovoLPXL0k/6LBUL14WXjBVx3FWfZGRERTxoBMROQIpiwmsnRx0F5SZfcdPT27Y4mH1pRcZFQSMWUxt0Ri9l1txuxkmb42q5wsWtukv5qbk7cDQKRqhf7ZLbvmtnqzT6Vu0d/hozWN+oNcV1eHmnN7Txa2E4PQzxsZ6EdfVXxPYTs32G9NEJ/ta9Pb58SeiC12/Xurze1E+WJzQVQrvRBffrVOS4y1fjmFkiBPnMhBv87atWtRUhJU83m1G0oyg/lbq83Z3QBgk5fUPyDnxkesHwCWvRER0RVhQCYicgRTFkTzWGVlMDHWjTfeiI9uCK7Bsn91v24PDw/jwvAl44mzMjzULzOyLe1DE++4QDAgF1Qn7e03bw3aQyN23+FTMz8e08q619+H5oZQ2Zs525vE7FU6sv0dumQrvMinWeqmUsNWbnR4//c6C+2G4UO6/XufugWlt/3wbv08IGe08UHse6iwXbL+fdZ8AcvaT+rVPe6MNtSYfV8rXWSfYn+7nmEudWavVbM5euxRPZ513uI7S9uN7ozoc2zu68yt7ziru1qAkfHe/Dqrkco6648qWzp79ft2PpSjz4306feGZW9ERDRlDMhERI5gyqKgeZ29bZaTPfay3ZfOYMYljG9ldTWhTgWaoyYpe8sOXrJSD5FF9bomLLzIaaLxep3ljdWuW2z2xRu26mTsj+JNmwrt+k9+DZKDLkN7NN2hk8g9mR60/8yHlhW2U6EFSLuvu03n9M4efNaa9D62dOOK0PH1h1elhq37neMRpbdrHn5uZblxxioe1UuGPFNaGz+5OpgeVJ3dM5y+lM9xq/R6K+1zUY3pOCaxUqsmL5KM6TRF+O5DF/EKmYjIEQzIRESOYEAmInLEws4hNxo1kCtCq4IMGqVu4dnWZoOV0w7ljC/2BO3xWchn0/QJz/Zm5I1zI73W/0xzhrVwyVbWuH04Wr1S30u/YcMG/OmRcl0nuWwgd02hne45A+SUvj371ouPHDRfszK9Xa/m8Z62i9YtzwPnz+tx7ozWWdMfPtpz1voByQ506Nnfdhz4iZVDvm/TbbsK7UUVyYTKBm/HSCalVzU99vKB3GCfnqgOWVUWjVTlU9Xm+wIAVYjp/LpXkrRK4tIXT+i8NMveiIhoyhiQiYgcsbBTFquMlEUkNGvaibOYVRWl9vaa5UE7XOV2yLhTMJcDzSGhsrdIslZ/xc72XwiVvS3XffEVW60pB2V1IvjAehH9VXz9ho24el+D3lc6U/o2uuHePvRUeLqG8w8i640PGfC5Pd/sKLTfH2vebvbdPr7n+UK7KZe0S8sWLbPGFl/erMvnWnr3v2T21cfK9TElGR2CsYLJ93PnHi20v/Gv/+5lJTjFVNcZnc4pv/4XrNnllhwMJrJX2Yz10+KVVQXvL8veiIhoqhiQiYgcwYBMROSIhZVDjodOt7bq8vsBwCuznENuWmlvm7dODwzbfR3doDlqkrK36JI1idc+IU+lBq3ysdSZF4YBoLy8HBIJyrnete1DqP1Xr1nvWBLTJWldQ/24rqFib2E7tvG91g9ASdshfTv2Vw/vOWz21dzxV5sL7a8cfMD64Yic3mONLdF4vT7HPbLrF6x9+0eb9EZpvCudDtK6d49f1Ldrxy8sqYjVrtd9u0+/qtvPh/Lwj2c79Tl6iXLrnDJdp/Rt5Cx7IyKiKWNAJiJyxMJKWXih3z+lxjfEM+2zO5awirKJ+/oGJ+6jOc0rDWZ7U5mUVbJlTlCfq2ksMfui/nYimYQyFvZMJKsRr0rqr+mXRjr0nXmduTEkVr1laWF7aN9/nTFfs2T9m/WscTsiLdbX+7216/TipGVb3mGVj8XqNjSY21KS1GmD1HDfK9YJX0wFd/nVV7f0dwWTymXaXtVjDd+12KvGPaPPOv4NkRr9w/PIUNeo2RdJ1uoZ81j2RkREU8aATETkCAZkIiJHLKwcciZrb/caudmq0CKnZtlZaoZSTyXxoN24dOL9Ontn5vhUdLnRYJHTcN40N9yl+7IDQS4YAMaOPzYEALnSUqxEqf45Xn/2LgwNDuoLrWQkrmeCq4wmIIe+e7KwXbL2JmvWtquf+Kaup/wj9Fu52CVD3RN+QDu/8ctPmNtLN+/Uf5xZObrp962dY9FgaemaZG97W6veTO7+iF55JHX2JetD39V1Qa9SEq1ptP7gcn/m//Qt30nA6sv0tennseyNiIimjAGZiMgRDMhERI5Y2Dlkc1WQVaEU2S3XB+1jrVd2vHBeOhmaYrPc2OZC0guCyozb00MadcjmVJwAMH5+VH9AY3UbKsy+suNP5ftGs2jf/R69LPlX22L4TDat87/1g6kdhfammmVorVyvfwjuzbXr6S4BYHvTW1cX2hVplJt9T515+EShfXOuxpq2c9VVH3qnNbasF0yPOZ6ypspELhcU/4+NJ6LGiiHNj31dFyXv27zdei/eFV2uX+e+4W4rn+6VVekLy2x/+5jdVx1MvxnKw7uIV8hERI5gQCYicsTCSlmEvdwStMMFMSuMiqDdW6/s9V9TLhfKSyTimJKTbVd2fHKeWfYWSdZaF0jZwU5dBpfpOTNi9o2v367zXaWV9Tq98MMn96Lh3D49NdrdS7fq/WoW16Gse0iv5vHpoYb3WINJDQUzsSViVtnZjT3eTj0uKGt2N0lnrfSGl8kEaQrPs9ME8WD2uae+8Lv73vWu24PDr9mkzz8SiVvvxZfSLZcK7cqq261btSNVK/V7k7500irXi9asnHAGPRfxCpmIyBEMyEREjmBAJiJyxMLOIfcHd3HiyQN2X01l0E5OMjXmZM50TN6/65qgvWbZxPuFy/VozlLZcWvFELPszVw9JP9AsBlJ1lm50M1HnxsotE9veYd+jd6BIVy82Kn3a4i88Eyh3VTdhE90dtYVtpcnq63XXD8uOr8r4/ZfVc5WKF32dmu2vdXsS7U8bS1p03bDb7yl0F42ZqxeAgDxqM73pjIQ+90I/sgSW7rBqhl9f1TP/okfpEetW8wlVuIF7YR1kcmyNyIiuiIMyEREjljYKYvJ9Axcvj2dhkZefx8AqA7d8dfLFUTmKgmVc+XGgrK3aNUKK4Vgzv4msdKI2Xewskw/r6znrPUB/XK6RecsMpcqg1KypSVISVw/7wvbV58zn/fh/a26ZKyjDENmX9oL0gkff7HL+kA+6CXtMjhlpDtSaftOPcPb/vYbjV9pDT7LHbkxfczPLmq1zunbqr2v0E4C9RO9pkqnrCRIeHUR1zEgEy0Qhw8fQkdGz3CJxx9/wurf3R6U8LbkrHiMcQRxrsGb/G8qo6NmKfDktfbVVcEi0R09r/M3lwWAKQsiIkcwIBMROYIpi2KSCdphzBnPG+GyN3MVi3CfKXVmE7sDEAAAEGJJREFUb7+53TQwoJ93brTfypP+Wby5sdD+i6a11vNKjp3Suehwzrqio1WXiH1ndYOVFy5veUHnIXoiqs/sQ85O0w4kY/o2Z2TLrZWtkc4EUxx+5aNH7vjHj+nNuHF9KP2V1u3YvyordC76/lxmwvfpNWVviYqgrDCTmvB5ruAVMhGRIxiQiYgcwZRFMakJ2jRvTVb2BmDCr9SJldusUrOT6TGdiihbvNqavP5Plp3WZW/la9600uy75+AD+o678sTVi82+p7JdeoL4WO02q5Si4uQ+fZdb9m0fW2H2qfSYdSvpCNJBPed4zK7tjEf1BPL3Pje0vPKWj+uu4f3f0+OuWLurxnzagy1fDKY89KJ1Zp+ZpnhN2VtqaE7d5sqATETTS024MXkfMWVBROQKBmQiIkcwZVFMkUl+H2adr9ChKzBZ2dtkcqHSNtPoK493mdsVZw7qfO/ASO9ps++T8U36tuOjL/3Yuh3vHdEVeiWO/2l5+qTZ97nENVcV2h/uaztv9g2/8K1uc3vZ5l97q96IROzbnCtKdUnctmWx/tS5fbprUd8l/d4Mn3q2x3yaWQMnsdIJ45Y5ex4w98reGJCJaFp53sQXGjkVxMRUanzC/RYqpiyIiBzBK+RiWmes1ZjO2H3mAqw0b0xW9uaVhL5ul1Xrn89w+ZZKj+pLzZK1OxaZfWYeouKqW62UwRcPPHCh0E7u/MRas++hx76gF0ddtPvj682+Dz79T0cL7coV715n9qXxbStlUTaaCY5ZW2L1ZXdt3Fton+7NlcVqg8MMjvTrH4KS5VdbZX49xiT4ydTghJfWKpOySjdY9kZEC1p1dTDjZjZrx8Nnn31Wtx8siYFsTFkQETmCAZmIyBFMWRRTtzER17FWu6+jGzT/vGaRUyNvHM4vW7cEh0q2zPxyuuuUdXuyudLIyJGHrFnfs33ndPlcv5EzBoBIX7t+3vChB63VRJZ3XdC52Z6OY9aH88OxtbXW8avL9TGz166xyud+0nNA3wJdle6MjV84ovvWdbTqczy3bLO1IKlXVqXfi9z4iJUHmax00HxPw++hixiQiWhaDQwG08U+8sADVt/XW36s2x2rrgLZmLIgInIEr5CL6fGXij0CKjLza3T4K3Vo5jK7XM5aANWelF2lR43SL3uN0VxqWL9mvLbJmqB+vK9Nv2Z5TWOJ2bfk1BHd1zXSZ901+KV0izVh/dv/4Gf1ZfDxP7m30uzrvu42Xc42fuD7vWbfcWOi+/JIzJ5ovnxJcMfdQIeVzjCFy95UNOF8msLEK2QiIkfwCpmIptW773y3bt8pS+3OrbtmeTRzC6+QiYgcwStkoln0Rkqvwrlhk1n29tq+Gp1vVekx63jRmsbYRH1maVn64gmrlK41N6wTvOMXDlvPu86rtnLRh7P9Osd7MTJm5ZtTZ/fpxVKRtSewq0FQopbKpics84uUL7Zu8csOd+sXmursea7iFTIRkSMYkImIHMGUBdEcEP4qrtJB5Vd4lricMWtapLLO+nqf6T6TmqjPnEEuvKiqOYNcaajvaOhOwXj1Sl3qtj9UIpdIlOvFU6OLG63yNfNFIqGyt0iyVo8103/Bmu3NPP+5cDfeZHiFTETkCAZkIiJHMCATETlClFKvvxcREc04XiETETmCAZmIyBEMyEREjmBAJiJyBAMyEZEjGJCJiBzBgExE5AgGZCIiRzAgExE5ggGZiMgRDMhERI5gQCYicgQDMhGRIxiQiYgcwYBMROQIBmQiIkcwIBMROYIBmYjIEQzIRESOYEAmInIEAzIRkSMYkImIHMGATETkCAZkIiJHMCATETmCAZmIyBEMyEREjmBAJiJyBAMyEZEjGJCJiBzBgExE5AgGZCIiRzAgExE5ggGZiMgRDMhERI5gQCYicgQDMhGRIxiQiYgcwYBMROQIBmQiIkcwIBMROYIBmYjIEQzIRESOYEAmInIEAzIRkSMYkImIHMGATETkCAZkIiJHMCATETmCAZmIyBEMyEREjmBAJiJyBAMyEZEjGJCJiBzBgExE5AgGZCIiRzAgExE5ggGZiMgRDMhERI5gQCYicgQDMhGRIxiQiYgcwYBMROQIBmQiIkcwIBMROYIBmYjIEQzIRESOYEAmInIEAzIRkSMYkImIHMGATETkCAZkIiJHMCATETmCAZmIyBEMyEREjmBAJiJyBAMyEZEjGJCJiBzBgExE5AgGZCIiRzAgExE5ggGZiMgRDMhERI5gQCYicgQDMhGRIxiQiYgcwYBMROQIBmQiIkcwIBMROYIBmYjIEQzIRESOYEAmInIEAzIRkSMYkImIHMGATETkCAZkIiJHMCATETmCAZmIyBEMyEREjmBAJiJyBAMyEZEjGJCJiBzBgExE5AgGZCIiRzAgExE5ggGZiMgRDMhERI5gQCYicgQDMhGRIxiQiYgcwYBMROQIBmQiIkcwIBMROYIBmYjIEQzIRESOYEAmInIEAzIRkSMYkImIHMGATETkCAZkIiJHMCATETmCAZmIyBHRN7Jz419fUOHHElEglQm2k3HB4LiC+NvVpR56R3MAABGgttzDpeGc7ocAKyojuDCQLWxiVVUUZ/szEH97bU0Up3oL24KmJVG82h30iwCb62I43pkGJP9Yc30MRy6mdf819XEc6khD/P5rl8dxoH1c93sCXL8ijn1t4xARiAA3NsSx9/w4PP8521cmsPd8Cp4nEABvWhXHC+f8fsn/dtuxKoE951LwROAJsHNVAs+fS8Hz+3c2JvD8WaO/MYE9Z/1+ATwR4zWgX2OPfxxP8sd44fw4Iv5x31QYl/+anpcf+762cf3Y9Svi2H8h/xzPA65bnsDB9mB767L8+xPxgIj/nOb6GI51pvU+m2vjONGVhidAxAM2LomhpTujn7NucRStvRm9f8QDGqtiaOvPIOIJIh6wvDKCjsEsov5zllZE0DWSRUTy/YvLPPSP5fL7CxD1gIqEh9G0QtQDPE9QEhVkcvntqCfwxP805XJAJps/+Hgm385kgWwOKE0Ag6P+dhaoLAd6BvPtbA5YXAlc7MtvZ3JAfTXQ1h08P5sDVi4BTl/MHyebA9bUA69eCPqblgPHz/uvqYBNDcCRs0Cu8BoKaF4FHDwdbG9dDew7mW/ncsC1a4G9Lf4xFHDDeuCFE8ExcgrY3gQ890qwz84NwLPHg/6dG4Gnj+X7cwrYtQl4+qh/DAWoHHDTZuCpI8FjuzcDTx7Jt81tdZn+wmM3bQaeOhpsF46jFJADsGsj8Myx4DV3bASeOx68hvLPZc8J/zHkz/fFV4P+a9cBL7X42wC2rQH2nwq2oYCrVgGHz+S3lf++HzufbwP5/y8n2oL919QDpzqCfgWgYTFwvsvfB0B9FdDeGwS2xZVA1wD0DovKgb5hOxiWxICxdLDtSf68Br4jmCJeIRMROYIBmYjIEQzIRESOYEAmInIEAzIRkSMYkImIHMGATETkCAZkIiJHMCATETmCAZmIyBGiCrcPzjMi8hGl1D8Wexyzjee9sPC855f5fIX8kWIPoEh43gsLz3semc8BmYhoTmFAJiJyxHwOyPMuvzRFPO+Fhec9j8zbP+oREc018/kKmYhoTmFAJiJyxLwOyCLyeRE5LiIvi8j3RaSq2GOaDSLyPhE5IiI5Ebmh2OOZaSJyq4i8IiItIvL7xR7PbBCRr4tIp4gcLvZYZouIrBSRx0XkqP/5/u1ij2m6zeuADOARAM1KqWsAnABwT5HHM1sOA7gTwJPFHshME5EIgC8B+DkAWwC8X0S2FHdUs+I+ALcWexCzLAPgE0qpLQB2APjN+fb/el4HZKXUj5RShSVYnwfQUMzxzBal1DGl1CvFHscs2Q6gRSl1Sik1DuA7AH6+yGOacUqpJwH0FHscs0kp1a6U2ue3BwEcA7CiuKOaXvM6IId8CMAPiz0ImnYrAJwzts9jnv2Q0muJyGoA1wLYU9yRTK9osQfw0xKRRwHUX6brM0qp//b3+QzyX3e+NZtjm0lTOW+i+UhEKgB8D8DvKKUGij2e6TTnA7JS6u2T9YvIXQBuA/A2NY+Krl/vvBeQNgArje0G/zGah0Qkhnww/pZS6v5ij2e6zeuUhYjcCuBTAG5XSo0Uezw0I14E0CQia0QkDuAXAfxPkcdEM0BEBMDXABxTSv1dscczE+Z1QAZwL4AkgEdE5ICI/EOxBzQbROTdInIewE4A/ysiDxd7TDPF/6PtxwA8jPwfeb6rlDpS3FHNPBH5NoDnAGwUkfMicnexxzQLbgLwKwDe6v88HxCRdxZ7UNOJt04TETlivl8hExHNGQzIRESOYEAmInIEAzIRkSMYkImIHMGATAAAEckapUQH/FtT3+hrVInIb0z/6PTr3yUi987U609wzDvm2wQ25C4GZCoYVUptM/61XsFrVAF4wwHZn7HNOSISBXAH8rPIEc04BmSakIhE/DmlX/TnlP51//EKEXlMRPaJyCERKcyu9jkA6/wr7M+LyM0i8gPj9e71b2WHiLSKyF+LyD4A7xORdSLykIi8JCJPicim1xnbfSLyFRF5XkRO+cf6uogcE5H7jP2GROQL/vy5j4lIrf/4Nv+5hbmyq/3HnxCRL4rIXgCfBnA7gM/757RORD7svx8HReR7IlJmjOfvReRZfzzvNcbwaf99Oigin/Mfe0PnSwuEUor/+A8AsgAO+P++7z/2EQB/6LcTAPYCWIP8HCiV/uNLALQAEACrARw2XvNmAD8wtu8FcJffbgXwKaPvMQBNfvtNAH58mTHeBeBev30f8lNtCvLTbQ4AuBr5i4yXAGzz91MAPuC3/9h4/ssA3uK3/xzAF/32EwC+bBzzPgDvNbYXG+3PAvgtY7//9I+/BfkpQYH8PM3PAijzt2umer78t/D+zfnJhWjajCqltoUe+1kA1xhXe4sANCE/xeVfisjPAMghP93l0is45n8AevauXQD+Mz9dAYD8L4DX86BSSonIIQAXlVKH/Nc7gvwvhwP++P7D3//fANwvIosAVCmlfuI//i/IB1NrXBNoFpHPIp+eqUD+lu2CB5RSOQBHRaTwfrwdwDeUP5eKUqrnpzhfmucYkGkygvwVoDUXhp92qAVwvVIqLSKtAEou8/wM7LRYeJ9h/78egL7L/EJ4PSn/vzmjXdie6LM9lbkChifpuw/AHUqpg/77cPNlxgPk37uJXOn50jzHHDJN5mEAH/WnPISIbBCRcuSvlDv9YHwLgEZ//0HkJ3MqOANgi4gkJL+e4dsudxCVn9P2tIi8zz+OiMjWaToHD0DhCv+XADytlOoH0Csib/Yf/xUAP7nck/Hac0oCaPffkw9M4fiPAPg1I9dcM8PnS3MYAzJN5p8BHAWwT/KLaX4V+SvPbwG4wU8VfBDAcQBQSnUDeEZEDovI55VS5wB8F/k1/r4LYP8kx/oAgLtF5CCAI5i+ZZiGAWz3x/9W5PPFAPCryP+x7mUA24zHw74D4JMisl9E1gH4I+RXqXgG/nlPRin1EPLTge4VkQMAfs/vmqnzpTmMs73RvCYiQ0qpimKPg2gqeIVMROQIXiETETmCV8hERI5gQCYicgQDMhGRIxiQiYgcwYBMROSI/wdfdg4nuVdCXwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.image_plot(utils.batch_standardize(class_selected_shap_values-primal_effects, multi_class=False), x_test[:5] * 0.5 + 0.5, as_array=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aeaec1fb48a24964b0ea67c87a83bdf8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=5), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_func = lambda x: model(np.reshape(x, (x.shape[0], 28, 28, 3)).astype(np.float32)).numpy()\n",
    "sample_explainer = shap.SamplingExplainer(model_func,\n",
    "                                              np.reshape(x_train[:200], \n",
    "                                                         (200, -1)))\n",
    "shap_values = sample_explainer.shap_values(np.reshape(x_test[:5], \n",
    "                                                      (5, -1)))\n",
    "shap_values = np.stack(shap_values, axis=0)\n",
    "shap_values = shap_values[np.argmax(model(x_test[:5]), axis=-1), np.arange(shap_values.shape[1]), :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "shap_values = np.reshape(shap_values, (5, 28, 28, 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.image_plot(shap_values, x_test[:5] * 0.5 + 0.5, as_array=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "  0%|          | 0/5 [00:00<?, ?it/s]\u001b[A\u001b[A\n",
      "\n",
      " 20%|██        | 1/5 [00:55<03:40, 55.20s/it]\u001b[A\u001b[A\n",
      "\n",
      " 40%|████      | 2/5 [01:50<02:45, 55.25s/it]\u001b[A\u001b[A\n",
      "\n",
      " 60%|██████    | 3/5 [02:46<01:50, 55.33s/it]\u001b[A\u001b[A\n",
      "\n",
      " 80%|████████  | 4/5 [03:41<00:55, 55.32s/it]\u001b[A\u001b[A\n",
      "\n",
      "100%|██████████| 5/5 [04:36<00:00, 55.33s/it]\u001b[A\u001b[A"
     ]
    }
   ],
   "source": [
    "primal_explainer = marginal.MarginalExplainer(model, x_train, \n",
    "                                         nsamples=200, representation='mobius')\n",
    "primal_effects = primal_explainer.explain(x_test[:5], verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "interaction_effects = shap_values - primal_effects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.image_plot(primal_effects, x_test[:5] * 0.5 + 0.5, as_array=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.image_plot(interaction_effects, x_test[:5] * 0.5 + 0.5, as_array=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "from interaction_effects.marginal_grad import MarginalGradExplainer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "primal_explainer = MarginalGradExplainer(model, np.zeros((200, 28, 28, 3)).astype(np.float32), \n",
    "                                         nsamples=200, representation='mobius')\n",
    "primal_effects = primal_explainer.explain(x_test[:5], verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.image_plot(primal_effects, x_test[:5] * 0.5 + 0.5, as_array=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
